{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "meat = pd.melt(meat, id_vars=\"date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (290362721)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AqqpoaWlBfX099u7di6VLl8bzW7JkCRobGxPKDYfD6OjoSFonWZbhdrvR3d0N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WTe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\nSZIkSRrH/n+c8dCqVeMUtgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110b60050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='value', color='variable')) + \\\n",
    "    geom_step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
